diff --git a/24_MarketBasketAnalysisusingECLAT.ipynb b/24_MarketBasketAnalysisusingECLAT.ipynb
index ab5b971..071bb19 100644
--- a/24_MarketBasketAnalysisusingECLAT.ipynb
+++ b/24_MarketBasketAnalysisusingECLAT.ipynb
@@ -70,13 +70,13 @@
           "base_uri": "https://localhost:8080/",
           "height": 73
         },
-        "outputId": "2294d2f2-7f56-4551-fbcf-58e89907eba1"
+        "outputId": "f4f73900-25f5-457e-e238-8d490bcb8c44"
       },
       "source": [
         "from google.colab import files\n",
         "uploaded = files.upload()"
       ],
-      "execution_count": 3,
+      "execution_count": 2,
       "outputs": [
         {
           "output_type": "display_data",
@@ -86,9 +86,9 @@
             ],
             "text/html": [
               "\n",
-              "     <input type=\"file\" id=\"files-2ae26839-31b2-4823-a02a-9e2ac6758c26\" name=\"files[]\" multiple disabled\n",
+              "     <input type=\"file\" id=\"files-dc5cd255-f6db-44b1-ac0f-2ac150b783c7\" name=\"files[]\" multiple disabled\n",
               "        style=\"border:none\" />\n",
-              "     <output id=\"result-2ae26839-31b2-4823-a02a-9e2ac6758c26\">\n",
+              "     <output id=\"result-dc5cd255-f6db-44b1-ac0f-2ac150b783c7\">\n",
               "      Upload widget is only available when the cell has been executed in the\n",
               "      current browser session. Please rerun this cell to enable.\n",
               "      </output>\n",
@@ -297,14 +297,14 @@
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "outputId": "34a21ff1-ffb6-45da-a966-3d997fa61f8f"
+        "outputId": "9b87e3b7-d998-44a7-cc8d-12cc04817aad"
       },
       "source": [
         "dataset = pd.read_csv('dataset1.csv')\n",
         "print(dataset.shape)\n",
         "print(dataset.head(5))"
       ],
-      "execution_count": 4,
+      "execution_count": 3,
       "outputs": [
         {
           "output_type": "stream",
@@ -358,7 +358,7 @@
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "outputId": "237301b1-2d32-4b46-d916-687d3c850b94"
+        "outputId": "31f87c1e-a18d-4f45-967c-a52cb8ac3b2e"
       },
       "source": [
         "transactions = []\n",
@@ -366,7 +366,7 @@
         "  transactions.append([str(dataset.values[i,j]) for j in range(0, 20)])\n",
         "transactions"
       ],
-      "execution_count": 6,
+      "execution_count": 4,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1775,7 +1775,7 @@
             ]
           },
           "metadata": {},
-          "execution_count": 6
+          "execution_count": 4
         }
       ]
     },
@@ -1795,14 +1795,14 @@
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "outputId": "2e4681c9-46e5-411f-83fd-b07ab487978d"
+        "outputId": "207d4ae9-248d-4e13-b3a6-1c061d4ccc15"
       },
       "source": [
         "!pip install apyori\n",
         "from apyori import apriori\n",
         "rules = apriori(transactions = transactions, min_support = 0.003, min_confidence = 0.2, min_lift = 3, min_length = 2, max_length = 2)"
       ],
-      "execution_count": 7,
+      "execution_count": 5,
       "outputs": [
         {
           "output_type": "stream",
@@ -1813,7 +1813,7 @@
             "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
             "Building wheels for collected packages: apyori\n",
             "  Building wheel for apyori (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
-            "  Created wheel for apyori: filename=apyori-1.1.2-py3-none-any.whl size=5954 sha256=aafb5e1db07b37bbec47a8d60f3e024077b530df4d7cd3956feee0efaeb656d6\n",
+            "  Created wheel for apyori: filename=apyori-1.1.2-py3-none-any.whl size=5954 sha256=55ec0c92367d3e82c46a3d1256bc867f880c7f0e067c254b50b826d7e430cbc5\n",
             "  Stored in directory: /root/.cache/pip/wheels/77/3d/a6/d317a6fb32be58a602b1e8c6b5d6f31f79322da554cad2a5ea\n",
             "Successfully built apyori\n",
             "Installing collected packages: apyori\n",
@@ -1838,55 +1838,55 @@
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "outputId": "45f17557-452b-4a5d-93de-81ddb6a8d322"
+        "outputId": "855f4740-c6ae-4e3c-dc7e-2fb14392dc12"
       },
       "source": [
         "results = list(rules)\n",
         "results"
       ],
-      "execution_count": 8,
+      "execution_count": 6,
       "outputs": [
         {
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "[RelationRecord(items=frozenset({'avocado', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n",
-              " RelationRecord(items=frozenset({'avocado', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
+              "[RelationRecord(items=frozenset({'body spray', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n",
+              " RelationRecord(items=frozenset({'brownies', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
               " RelationRecord(items=frozenset({'cider', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
-              " RelationRecord(items=frozenset({'avocado', 'fresh bread'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'avocado'}), confidence=1.0, lift=10.0)]),\n",
-              " RelationRecord(items=frozenset({'avocado', 'grated cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
+              " RelationRecord(items=frozenset({'fresh bread', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'avocado'}), confidence=1.0, lift=10.0)]),\n",
+              " RelationRecord(items=frozenset({'grated cheese', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
               " RelationRecord(items=frozenset({'herb & pepper', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n",
-              " RelationRecord(items=frozenset({'avocado', 'hot dogs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
-              " RelationRecord(items=frozenset({'avocado', 'muffins'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'muffins'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
+              " RelationRecord(items=frozenset({'hot dogs', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
+              " RelationRecord(items=frozenset({'muffins', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'muffins'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
               " RelationRecord(items=frozenset({'pancakes', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
-              " RelationRecord(items=frozenset({'avocado', 'parmesan cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'avocado'}), confidence=1.0, lift=10.0)]),\n",
-              " RelationRecord(items=frozenset({'avocado', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n",
+              " RelationRecord(items=frozenset({'parmesan cheese', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'avocado'}), confidence=1.0, lift=10.0)]),\n",
+              " RelationRecord(items=frozenset({'pasta', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n",
               " RelationRecord(items=frozenset({'avocado', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'avocado'}), confidence=1.0, lift=10.0)]),\n",
-              " RelationRecord(items=frozenset({'avocado', 'white wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
-              " RelationRecord(items=frozenset({'avocado', 'whole wheat pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
-              " RelationRecord(items=frozenset({'avocado', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n",
-              " RelationRecord(items=frozenset({'burgers', 'black tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'black tea'}), confidence=0.25, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'white wine', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat pasta', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'avocado'}), confidence=0.5, lift=5.0)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat rice', 'avocado'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'avocado'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n",
+              " RelationRecord(items=frozenset({'black tea', 'burgers'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'black tea'}), confidence=0.25, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'black tea', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'chicken'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'black tea'}), confidence=0.2, lift=4.666666666666667)]),\n",
               " RelationRecord(items=frozenset({'black tea', 'energy bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'energy bar'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'black tea'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
               " RelationRecord(items=frozenset({'black tea', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'escalope'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'black tea'}), confidence=0.2, lift=4.666666666666667)]),\n",
               " RelationRecord(items=frozenset({'black tea', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'black tea'}), confidence=1.0, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'black tea', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'fresh tuna'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'black tea'}), confidence=0.25, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'black tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'fresh tuna'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'black tea'}), confidence=0.25, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'black tea', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'frozen smoothie'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'black tea'}), confidence=0.5, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'ground beef', 'black tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'black tea'}), confidence=0.25, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'black tea', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'black tea'}), confidence=0.25, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'black tea', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'milk'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n",
               " RelationRecord(items=frozenset({'black tea', 'salmon'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'salmon'}), confidence=0.6666666666666666, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'black tea'}), confidence=0.5, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'tomatoes', 'black tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'tomatoes'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'black tea'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
-              " RelationRecord(items=frozenset({'brownies', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'brownies'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'body spray'}), confidence=0.5, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'black tea', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'black tea'}), items_add=frozenset({'tomatoes'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'black tea'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
+              " RelationRecord(items=frozenset({'body spray', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'brownies'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'body spray'}), confidence=0.5, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'body spray', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'chicken'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'body spray'}), confidence=0.2, lift=4.666666666666667)]),\n",
-              " RelationRecord(items=frozenset({'energy drink', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'energy drink'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'body spray'}), confidence=0.5, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'green tea', 'body spray'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0), OrderedStatistic(items_base=frozenset({'green tea'}), items_add=frozenset({'body spray'}), confidence=0.30000000000000004, lift=7.000000000000001)]),\n",
-              " RelationRecord(items=frozenset({'gums', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'gums'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'ham', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'ham'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'hot dogs', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'hot dogs'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'body spray'}), confidence=0.5, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'pancakes', 'body spray'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'pancakes'}), confidence=0.6666666666666666, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'soda', 'body spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'soda'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'soup', 'body spray'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'soup'}), confidence=0.6666666666666666, lift=6.666666666666666), OrderedStatistic(items_base=frozenset({'soup'}), items_add=frozenset({'body spray'}), confidence=0.2857142857142857, lift=6.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'chocolate', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n",
+              " RelationRecord(items=frozenset({'body spray', 'energy drink'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'energy drink'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'body spray'}), confidence=0.5, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'body spray', 'green tea'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0), OrderedStatistic(items_base=frozenset({'green tea'}), items_add=frozenset({'body spray'}), confidence=0.30000000000000004, lift=7.000000000000001)]),\n",
+              " RelationRecord(items=frozenset({'body spray', 'gums'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'gums'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'body spray', 'ham'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'ham'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'body spray', 'hot dogs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'hot dogs'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'body spray'}), confidence=0.5, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'body spray', 'pancakes'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'pancakes'}), confidence=0.6666666666666666, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'body spray', 'soda'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'soda'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'body spray'}), confidence=1.0, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'body spray', 'soup'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'body spray'}), items_add=frozenset({'soup'}), confidence=0.6666666666666666, lift=6.666666666666666), OrderedStatistic(items_base=frozenset({'soup'}), items_add=frozenset({'body spray'}), confidence=0.2857142857142857, lift=6.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'brownies', 'chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n",
               " RelationRecord(items=frozenset({'french fries', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n",
               " RelationRecord(items=frozenset({'green tea', 'brownies'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0), OrderedStatistic(items_base=frozenset({'green tea'}), items_add=frozenset({'brownies'}), confidence=0.2, lift=7.000000000000001)]),\n",
               " RelationRecord(items=frozenset({'hot dogs', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'hot dogs'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'brownies'}), confidence=0.5, lift=17.5)]),\n",
@@ -1895,24 +1895,24 @@
               " RelationRecord(items=frozenset({'white wine', 'brownies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'brownies'}), items_add=frozenset({'white wine'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'brownies'}), confidence=0.5, lift=17.5)]),\n",
               " RelationRecord(items=frozenset({'bug spray', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'bug spray'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
               " RelationRecord(items=frozenset({'bug spray', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'bug spray'}), items_add=frozenset({'protein bar'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'bug spray'}), confidence=0.5, lift=17.5)]),\n",
-              " RelationRecord(items=frozenset({'shallot', 'bug spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'bug spray'}), items_add=frozenset({'shallot'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'bug spray'}), confidence=0.5, lift=17.5)]),\n",
-              " RelationRecord(items=frozenset({'soup', 'bug spray'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'bug spray'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n",
+              " RelationRecord(items=frozenset({'bug spray', 'shallot'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'bug spray'}), items_add=frozenset({'shallot'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'bug spray'}), confidence=0.5, lift=17.5)]),\n",
+              " RelationRecord(items=frozenset({'bug spray', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'bug spray'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n",
               " RelationRecord(items=frozenset({'burgers', 'cooking oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'burgers', 'grated cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'grated cheese'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'burgers'}), confidence=0.5, lift=8.75)]),\n",
-              " RelationRecord(items=frozenset({'burgers', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'honey'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'burgers'}), confidence=0.25, lift=4.375)]),\n",
-              " RelationRecord(items=frozenset({'burgers', 'meatballs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'meatballs'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'burgers', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'pasta'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'grated cheese', 'burgers'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'grated cheese'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'burgers'}), confidence=0.5, lift=8.75)]),\n",
+              " RelationRecord(items=frozenset({'honey', 'burgers'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'honey'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'burgers'}), confidence=0.25, lift=4.375)]),\n",
+              " RelationRecord(items=frozenset({'meatballs', 'burgers'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'meatballs'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'pasta', 'burgers'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'pasta'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'burgers'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'burgers', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'shrimp'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'burgers'}), confidence=0.25, lift=4.375)]),\n",
               " RelationRecord(items=frozenset({'burgers', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'toothpaste'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'burgers'}), confidence=1.0, lift=17.5)]),\n",
-              " RelationRecord(items=frozenset({'burgers', 'white wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'white wine'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'burgers'}), confidence=0.5, lift=8.75)]),\n",
-              " RelationRecord(items=frozenset({'cake', 'cottage cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cake'}), items_add=frozenset({'cottage cheese'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'cottage cheese'}), items_add=frozenset({'cake'}), confidence=1.0, lift=70.0)]),\n",
+              " RelationRecord(items=frozenset({'white wine', 'burgers'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'burgers'}), items_add=frozenset({'white wine'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'burgers'}), confidence=0.5, lift=8.75)]),\n",
+              " RelationRecord(items=frozenset({'cottage cheese', 'cake'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cake'}), items_add=frozenset({'cottage cheese'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'cottage cheese'}), items_add=frozenset({'cake'}), confidence=1.0, lift=70.0)]),\n",
               " RelationRecord(items=frozenset({'mineral water', 'cake'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cake'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
               " RelationRecord(items=frozenset({'cereals', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cereals'}), items_add=frozenset({'chicken'}), confidence=1.0, lift=14.0), OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'cereals'}), confidence=0.2, lift=14.000000000000002)]),\n",
-              " RelationRecord(items=frozenset({'cereals', 'clothes accessories'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cereals'}), items_add=frozenset({'clothes accessories'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'clothes accessories'}), items_add=frozenset({'cereals'}), confidence=0.5, lift=35.0)]),\n",
-              " RelationRecord(items=frozenset({'mineral water', 'cereals'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cereals'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
+              " RelationRecord(items=frozenset({'clothes accessories', 'cereals'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cereals'}), items_add=frozenset({'clothes accessories'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'clothes accessories'}), items_add=frozenset({'cereals'}), confidence=0.5, lift=35.0)]),\n",
+              " RelationRecord(items=frozenset({'cereals', 'mineral water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cereals'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
               " RelationRecord(items=frozenset({'champagne', 'cookies'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'champagne'}), items_add=frozenset({'cookies'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'cookies'}), items_add=frozenset({'champagne'}), confidence=0.2, lift=4.666666666666667)]),\n",
-              " RelationRecord(items=frozenset({'escalope', 'champagne'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'champagne'}), items_add=frozenset({'escalope'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'champagne'}), confidence=0.2, lift=4.666666666666667)]),\n",
-              " RelationRecord(items=frozenset({'pickles', 'champagne'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'champagne'}), items_add=frozenset({'pickles'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'champagne'}), confidence=0.5, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'champagne', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'champagne'}), items_add=frozenset({'escalope'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'champagne'}), confidence=0.2, lift=4.666666666666667)]),\n",
+              " RelationRecord(items=frozenset({'champagne', 'pickles'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'champagne'}), items_add=frozenset({'pickles'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'champagne'}), confidence=0.5, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'chocolate', 'chicken'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'chocolate'}), confidence=0.4, lift=3.1111111111111116), OrderedStatistic(items_base=frozenset({'chocolate'}), items_add=frozenset({'chicken'}), confidence=0.22222222222222224, lift=3.1111111111111116)]),\n",
               " RelationRecord(items=frozenset({'clothes accessories', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'clothes accessories'}), confidence=0.2, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'clothes accessories'}), items_add=frozenset({'chicken'}), confidence=0.5, lift=7.0)]),\n",
               " RelationRecord(items=frozenset({'cooking oil', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'cooking oil'}), confidence=0.2, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'chicken'}), confidence=0.3333333333333333, lift=4.666666666666667)]),\n",
@@ -1927,141 +1927,141 @@
               " RelationRecord(items=frozenset({'shrimp', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'shrimp'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'chicken'}), confidence=0.25, lift=3.5)]),\n",
               " RelationRecord(items=frozenset({'soda', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'soda'}), confidence=0.2, lift=14.000000000000002), OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'chicken'}), confidence=1.0, lift=14.0)]),\n",
               " RelationRecord(items=frozenset({'tomatoes', 'chicken'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chicken'}), items_add=frozenset({'tomatoes'}), confidence=0.2, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'chicken'}), confidence=0.3333333333333333, lift=4.666666666666667)]),\n",
-              " RelationRecord(items=frozenset({'chocolate', 'low fat yogurt'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n",
-              " RelationRecord(items=frozenset({'chocolate', 'oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n",
-              " RelationRecord(items=frozenset({'chocolate', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n",
-              " RelationRecord(items=frozenset({'chocolate', 'pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n",
+              " RelationRecord(items=frozenset({'low fat yogurt', 'chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n",
+              " RelationRecord(items=frozenset({'oil', 'chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n",
+              " RelationRecord(items=frozenset({'olive oil', 'chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n",
+              " RelationRecord(items=frozenset({'pepper', 'chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n",
               " RelationRecord(items=frozenset({'chocolate', 'red wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n",
-              " RelationRecord(items=frozenset({'chocolate', 'shampoo'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n",
-              " RelationRecord(items=frozenset({'chocolate', 'shrimp'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chocolate'}), items_add=frozenset({'shrimp'}), confidence=0.22222222222222224, lift=3.8888888888888893), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n",
-              " RelationRecord(items=frozenset({'chocolate', 'strong cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'strong cheese'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n",
-              " RelationRecord(items=frozenset({'chocolate', 'white wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n",
+              " RelationRecord(items=frozenset({'shampoo', 'chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n",
+              " RelationRecord(items=frozenset({'shrimp', 'chocolate'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'chocolate'}), items_add=frozenset({'shrimp'}), confidence=0.22222222222222224, lift=3.8888888888888893), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n",
+              " RelationRecord(items=frozenset({'strong cheese', 'chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'strong cheese'}), items_add=frozenset({'chocolate'}), confidence=1.0, lift=7.777777777777779)]),\n",
+              " RelationRecord(items=frozenset({'white wine', 'chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'chocolate'}), confidence=0.5, lift=3.8888888888888893)]),\n",
               " RelationRecord(items=frozenset({'cider', 'cooking oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'cooking oil'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'cider'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'cider', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'frozen vegetables'}), confidence=0.5, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'cider', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
+              " RelationRecord(items=frozenset({'green tea', 'cider'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
               " RelationRecord(items=frozenset({'cider', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'ground beef'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'cider'}), confidence=0.25, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'cider', 'herb & pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'herb & pepper'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'cider'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'cider', 'mineral water'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
               " RelationRecord(items=frozenset({'cider', 'turkey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'turkey'}), confidence=0.5, lift=4.375)]),\n",
-              " RelationRecord(items=frozenset({'cider', 'whole wheat pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'cider'}), confidence=0.5, lift=17.5)]),\n",
-              " RelationRecord(items=frozenset({'cider', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'whole wheat rice'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'cider'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat pasta', 'cider'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'cider'}), confidence=0.5, lift=17.5)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat rice', 'cider'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cider'}), items_add=frozenset({'whole wheat rice'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'cider'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'cooking oil', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n",
-              " RelationRecord(items=frozenset({'cooking oil', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'honey'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'cooking oil', 'low fat yogurt'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'low fat yogurt'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'cooking oil'}), confidence=0.5, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'cooking oil', 'oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'oil'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'cooking oil'}), confidence=1.0, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'cooking oil', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'shrimp'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'cooking oil', 'turkey'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'turkey'}), confidence=0.6666666666666666, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'turkey'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'honey', 'cooking oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'honey'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'low fat yogurt', 'cooking oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'low fat yogurt'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'cooking oil'}), confidence=0.5, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'oil', 'cooking oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'oil'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'cooking oil'}), confidence=1.0, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'shrimp', 'cooking oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'shrimp'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'turkey', 'cooking oil'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cooking oil'}), items_add=frozenset({'turkey'}), confidence=0.6666666666666666, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'turkey'}), items_add=frozenset({'cooking oil'}), confidence=0.25, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'grated cheese', 'corn'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'corn'}), items_add=frozenset({'grated cheese'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'corn'}), confidence=0.5, lift=35.0)]),\n",
               " RelationRecord(items=frozenset({'herb & pepper', 'corn'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'corn'}), items_add=frozenset({'herb & pepper'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'corn'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'corn', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'corn'}), items_add=frozenset({'tomato sauce'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'corn'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'tomato sauce', 'corn'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'corn'}), items_add=frozenset({'tomato sauce'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'corn'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
               " RelationRecord(items=frozenset({'tomatoes', 'corn'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'corn'}), items_add=frozenset({'tomatoes'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'corn'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'mineral water', 'cottage cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cottage cheese'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
-              " RelationRecord(items=frozenset({'eggs', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'eggs'}), confidence=1.0, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'eggs', 'pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'eggs'}), confidence=1.0, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'cottage cheese', 'mineral water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'cottage cheese'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
+              " RelationRecord(items=frozenset({'extra dark chocolate', 'eggs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'eggs'}), confidence=1.0, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'pepper', 'eggs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'eggs'}), confidence=1.0, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'pet food', 'eggs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pet food'}), items_add=frozenset({'eggs'}), confidence=1.0, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'shampoo', 'eggs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'eggs'}), confidence=1.0, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'energy bar', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'escalope'}), confidence=0.3333333333333333, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'energy bar'}), confidence=0.2, lift=4.666666666666667)]),\n",
               " RelationRecord(items=frozenset({'energy bar', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'frozen smoothie'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'energy bar'}), confidence=0.5, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'ground beef', 'energy bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'energy bar'}), confidence=0.25, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'energy bar', 'milk'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'milk'}), confidence=0.6666666666666666, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'milk'}), items_add=frozenset({'energy bar'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
+              " RelationRecord(items=frozenset({'milk', 'energy bar'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'milk'}), confidence=0.6666666666666666, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'milk'}), items_add=frozenset({'energy bar'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
               " RelationRecord(items=frozenset({'energy bar', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'salmon'}), confidence=0.3333333333333333, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'energy bar'}), confidence=0.25, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'energy bar', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'whole wheat rice'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'energy bar'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
-              " RelationRecord(items=frozenset({'energy drink', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
-              " RelationRecord(items=frozenset({'energy drink', 'gums'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'gums'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'energy drink'}), confidence=1.0, lift=35.0)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat rice', 'energy bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy bar'}), items_add=frozenset({'whole wheat rice'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'energy bar'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
+              " RelationRecord(items=frozenset({'green tea', 'energy drink'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
+              " RelationRecord(items=frozenset({'gums', 'energy drink'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'gums'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'energy drink'}), confidence=1.0, lift=35.0)]),\n",
               " RelationRecord(items=frozenset({'soda', 'energy drink'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'soda'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'energy drink'}), confidence=1.0, lift=35.0)]),\n",
-              " RelationRecord(items=frozenset({'energy drink', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n",
-              " RelationRecord(items=frozenset({'escalope', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'fresh tuna'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'escalope'}), confidence=0.25, lift=3.5)]),\n",
+              " RelationRecord(items=frozenset({'soup', 'energy drink'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'energy drink'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'fresh tuna'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'escalope'}), confidence=0.25, lift=3.5)]),\n",
               " RelationRecord(items=frozenset({'escalope', 'frozen smoothie'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'frozen smoothie'}), confidence=0.4, lift=14.000000000000002), OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'escalope'}), confidence=1.0, lift=14.0)]),\n",
               " RelationRecord(items=frozenset({'ground beef', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'ground beef'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'escalope'}), confidence=0.25, lift=3.5)]),\n",
-              " RelationRecord(items=frozenset({'escalope', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'honey'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'escalope'}), confidence=0.25, lift=3.5)]),\n",
-              " RelationRecord(items=frozenset({'pickles', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'pickles'}), confidence=0.2, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'escalope'}), confidence=0.5, lift=7.0)]),\n",
+              " RelationRecord(items=frozenset({'honey', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'honey'}), confidence=0.2, lift=3.5000000000000004), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'escalope'}), confidence=0.25, lift=3.5)]),\n",
+              " RelationRecord(items=frozenset({'escalope', 'pickles'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'pickles'}), confidence=0.2, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'escalope'}), confidence=0.5, lift=7.0)]),\n",
               " RelationRecord(items=frozenset({'escalope', 'salmon'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'salmon'}), confidence=0.4, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'escalope'}), confidence=0.5, lift=7.0)]),\n",
-              " RelationRecord(items=frozenset({'escalope', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'whole wheat rice'}), confidence=0.2, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'escalope'}), confidence=0.3333333333333333, lift=4.666666666666667)]),\n",
-              " RelationRecord(items=frozenset({'extra dark chocolate', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'fresh tuna'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.25, lift=17.5)]),\n",
-              " RelationRecord(items=frozenset({'mineral water', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat rice', 'escalope'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'escalope'}), items_add=frozenset({'whole wheat rice'}), confidence=0.2, lift=4.666666666666667), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'escalope'}), confidence=0.3333333333333333, lift=4.666666666666667)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'fresh tuna'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.25, lift=17.5)]),\n",
+              " RelationRecord(items=frozenset({'extra dark chocolate', 'mineral water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
               " RelationRecord(items=frozenset({'extra dark chocolate', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'salmon'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.25, lift=17.5)]),\n",
               " RelationRecord(items=frozenset({'spaghetti', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n",
-              " RelationRecord(items=frozenset({'tomatoes', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'tomatoes'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'turkey', 'extra dark chocolate'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'turkey'}), confidence=1.0, lift=8.75)]),\n",
-              " RelationRecord(items=frozenset({'hot dogs', 'french fries'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n",
+              " RelationRecord(items=frozenset({'extra dark chocolate', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'tomatoes'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'extra dark chocolate'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'extra dark chocolate', 'turkey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'extra dark chocolate'}), items_add=frozenset({'turkey'}), confidence=1.0, lift=8.75)]),\n",
+              " RelationRecord(items=frozenset({'french fries', 'hot dogs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n",
               " RelationRecord(items=frozenset({'pancakes', 'french fries'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n",
               " RelationRecord(items=frozenset({'french fries', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n",
               " RelationRecord(items=frozenset({'french fries', 'strawberries'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'strawberries'}), items_add=frozenset({'french fries'}), confidence=1.0, lift=7.777777777777779)]),\n",
               " RelationRecord(items=frozenset({'french fries', 'whole wheat pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'french fries'}), confidence=0.5, lift=3.8888888888888893)]),\n",
               " RelationRecord(items=frozenset({'fresh bread', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'milk'}), confidence=1.0, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'fresh bread', 'parmesan cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'parmesan cheese'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'fresh bread'}), confidence=1.0, lift=70.0)]),\n",
-              " RelationRecord(items=frozenset({'soup', 'fresh bread'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n",
+              " RelationRecord(items=frozenset({'fresh bread', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n",
               " RelationRecord(items=frozenset({'fresh bread', 'spaghetti'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh bread'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n",
-              " RelationRecord(items=frozenset({'frozen smoothie', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'frozen smoothie'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'fresh tuna'}), confidence=0.5, lift=8.75)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'frozen smoothie'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'fresh tuna'}), confidence=0.5, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'fresh tuna', 'frozen vegetables'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'frozen vegetables'}), confidence=0.5, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'frozen vegetables'}), items_add=frozenset({'fresh tuna'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'ground beef', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'ground beef'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n",
-              " RelationRecord(items=frozenset({'honey', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'honey'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n",
-              " RelationRecord(items=frozenset({'mineral water', 'fresh tuna'}), support=0.05714285714285714, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579), OrderedStatistic(items_base=frozenset({'mineral water'}), items_add=frozenset({'fresh tuna'}), confidence=0.2105263157894737, lift=3.68421052631579)]),\n",
-              " RelationRecord(items=frozenset({'olive oil', 'fresh tuna'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'olive oil'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'fresh tuna'}), confidence=1.0, lift=17.5)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'ground beef'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'honey'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'mineral water'}), support=0.05714285714285714, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579), OrderedStatistic(items_base=frozenset({'mineral water'}), items_add=frozenset({'fresh tuna'}), confidence=0.2105263157894737, lift=3.68421052631579)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'olive oil'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'fresh tuna'}), confidence=1.0, lift=17.5)]),\n",
               " RelationRecord(items=frozenset({'fresh tuna', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'salmon'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n",
-              " RelationRecord(items=frozenset({'spaghetti', 'fresh tuna'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'spaghetti'}), confidence=0.75, lift=3.28125)]),\n",
-              " RelationRecord(items=frozenset({'tomatoes', 'fresh tuna'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'tomatoes'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'fresh tuna'}), confidence=0.6666666666666666, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'turkey', 'fresh tuna'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'turkey'}), confidence=0.5, lift=4.375), OrderedStatistic(items_base=frozenset({'turkey'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'spaghetti'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'spaghetti'}), confidence=0.75, lift=3.28125)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'tomatoes'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'tomatoes'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'fresh tuna'}), confidence=0.6666666666666666, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'fresh tuna', 'turkey'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'turkey'}), confidence=0.5, lift=4.375), OrderedStatistic(items_base=frozenset({'turkey'}), items_add=frozenset({'fresh tuna'}), confidence=0.25, lift=4.375)]),\n",
               " RelationRecord(items=frozenset({'fresh tuna', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'fresh tuna'}), items_add=frozenset({'whole wheat rice'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'fresh tuna'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'frozen smoothie', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'frozen vegetables'}), confidence=0.5, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'ground beef', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'ground beef'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'frozen smoothie'}), confidence=0.25, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'honey', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'frozen smoothie'}), confidence=0.25, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'milk', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'milk'}), confidence=0.5, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'mineral water', 'frozen smoothie'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
+              " RelationRecord(items=frozenset({'frozen smoothie', 'mineral water'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
               " RelationRecord(items=frozenset({'frozen smoothie', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'salmon'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'frozen smoothie'}), confidence=0.25, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'spaghetti', 'frozen smoothie'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n",
-              " RelationRecord(items=frozenset({'frozen smoothie', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'whole wheat rice'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'frozen smoothie'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat rice', 'frozen smoothie'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'frozen smoothie'}), items_add=frozenset({'whole wheat rice'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'frozen smoothie'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'olive oil', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'frozen vegetables'}), confidence=1.0, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'strong cheese', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'strong cheese'}), items_add=frozenset({'frozen vegetables'}), confidence=1.0, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'tomatoes', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n",
-              " RelationRecord(items=frozenset({'frozen vegetables', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat rice', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'frozen vegetables'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n",
               " RelationRecord(items=frozenset({'yams', 'frozen vegetables'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'yams'}), items_add=frozenset({'frozen vegetables'}), confidence=1.0, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'herb & pepper', 'grated cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'herb & pepper'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'grated cheese', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'grated cheese'}), confidence=0.25, lift=8.75)]),\n",
-              " RelationRecord(items=frozenset({'grated cheese', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'pasta'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'grated cheese', 'herb & pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'herb & pepper'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'honey', 'grated cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'grated cheese'}), confidence=0.25, lift=8.75)]),\n",
+              " RelationRecord(items=frozenset({'pasta', 'grated cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'pasta'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'grated cheese', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'grated cheese'}), confidence=0.25, lift=8.75)]),\n",
-              " RelationRecord(items=frozenset({'grated cheese', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'tomato sauce'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'tomato sauce', 'grated cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'tomato sauce'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'grated cheese', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'tomatoes'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'grated cheese'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'grated cheese', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'toothpaste'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'grated cheese'}), confidence=1.0, lift=35.0)]),\n",
-              " RelationRecord(items=frozenset({'grated cheese', 'white wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'white wine'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'grated cheese'}), confidence=0.5, lift=17.5)]),\n",
-              " RelationRecord(items=frozenset({'gums', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n",
-              " RelationRecord(items=frozenset({'ham', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n",
-              " RelationRecord(items=frozenset({'hot dogs', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
+              " RelationRecord(items=frozenset({'white wine', 'grated cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'grated cheese'}), items_add=frozenset({'white wine'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'grated cheese'}), confidence=0.5, lift=17.5)]),\n",
+              " RelationRecord(items=frozenset({'green tea', 'gums'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n",
+              " RelationRecord(items=frozenset({'green tea', 'ham'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n",
+              " RelationRecord(items=frozenset({'green tea', 'hot dogs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
               " RelationRecord(items=frozenset({'pancakes', 'green tea'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'green tea'}), items_add=frozenset({'pancakes'}), confidence=0.2, lift=7.000000000000001), OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n",
-              " RelationRecord(items=frozenset({'pickles', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
+              " RelationRecord(items=frozenset({'green tea', 'pickles'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
               " RelationRecord(items=frozenset({'green tea', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
               " RelationRecord(items=frozenset({'shallot', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
-              " RelationRecord(items=frozenset({'soda', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n",
+              " RelationRecord(items=frozenset({'green tea', 'soda'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'green tea'}), confidence=1.0, lift=7.0)]),\n",
               " RelationRecord(items=frozenset({'soup', 'green tea'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'green tea'}), items_add=frozenset({'soup'}), confidence=0.30000000000000004, lift=3.0000000000000004), OrderedStatistic(items_base=frozenset({'soup'}), items_add=frozenset({'green tea'}), confidence=0.42857142857142855, lift=3.0)]),\n",
-              " RelationRecord(items=frozenset({'white wine', 'green tea'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
+              " RelationRecord(items=frozenset({'green tea', 'white wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'green tea'}), confidence=0.5, lift=3.5)]),\n",
               " RelationRecord(items=frozenset({'herb & pepper', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'herb & pepper'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'ground beef', 'milk'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'milk'}), confidence=0.5, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'milk'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'milk', 'ground beef'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'milk'}), confidence=0.5, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'milk'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'ground beef', 'mineral water'}), support=0.05714285714285714, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579), OrderedStatistic(items_base=frozenset({'mineral water'}), items_add=frozenset({'ground beef'}), confidence=0.2105263157894737, lift=3.68421052631579)]),\n",
-              " RelationRecord(items=frozenset({'ground beef', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'olive oil'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'ground beef'}), confidence=1.0, lift=17.5)]),\n",
+              " RelationRecord(items=frozenset({'olive oil', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'olive oil'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'ground beef'}), confidence=1.0, lift=17.5)]),\n",
               " RelationRecord(items=frozenset({'ground beef', 'red wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'red wine'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'ground beef'}), confidence=0.5, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'ground beef', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'salmon'}), confidence=0.25, lift=4.375), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'ground beef'}), confidence=0.25, lift=4.375)]),\n",
               " RelationRecord(items=frozenset({'tomatoes', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'tomatoes'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'ground beef', 'whole wheat pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'ground beef'}), confidence=0.5, lift=8.75)]),\n",
-              " RelationRecord(items=frozenset({'ground beef', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'whole wheat rice'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'soda', 'gums'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'soda'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'gums'}), confidence=1.0, lift=70.0)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat pasta', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'ground beef'}), confidence=0.5, lift=8.75)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat rice', 'ground beef'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ground beef'}), items_add=frozenset({'whole wheat rice'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'ground beef'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'gums', 'soda'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'soda'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'gums'}), confidence=1.0, lift=70.0)]),\n",
               " RelationRecord(items=frozenset({'soup', 'gums'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'gums'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n",
-              " RelationRecord(items=frozenset({'mineral water', 'ham'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
+              " RelationRecord(items=frozenset({'ham', 'mineral water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
               " RelationRecord(items=frozenset({'pancakes', 'ham'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'pancakes'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'ham'}), confidence=0.5, lift=35.0)]),\n",
               " RelationRecord(items=frozenset({'spaghetti', 'ham'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'ham'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n",
               " RelationRecord(items=frozenset({'herb & pepper', 'light cream'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'light cream'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'herb & pepper'}), confidence=0.5, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'herb & pepper', 'magazines'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'magazines'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'magazines'}), items_add=frozenset({'herb & pepper'}), confidence=1.0, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'herb & pepper', 'tomato sauce'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'tomato sauce'}), confidence=0.6666666666666666, lift=15.555555555555555), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'herb & pepper'}), confidence=0.6666666666666666, lift=15.555555555555555)]),\n",
+              " RelationRecord(items=frozenset({'magazines', 'herb & pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'magazines'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'magazines'}), items_add=frozenset({'herb & pepper'}), confidence=1.0, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'tomato sauce', 'herb & pepper'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'tomato sauce'}), confidence=0.6666666666666666, lift=15.555555555555555), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'herb & pepper'}), confidence=0.6666666666666666, lift=15.555555555555555)]),\n",
               " RelationRecord(items=frozenset({'herb & pepper', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'tomatoes'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'herb & pepper'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
-              " RelationRecord(items=frozenset({'herb & pepper', 'whole wheat pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'herb & pepper'}), confidence=0.5, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'herb & pepper', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'whole wheat rice'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'herb & pepper'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat pasta', 'herb & pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'herb & pepper'}), confidence=0.5, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat rice', 'herb & pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'herb & pepper'}), items_add=frozenset({'whole wheat rice'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'herb & pepper'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
               " RelationRecord(items=frozenset({'low fat yogurt', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'low fat yogurt'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'meatballs', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'meatballs'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'honey'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
-              " RelationRecord(items=frozenset({'oil', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'oil'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'honey'}), confidence=1.0, lift=17.5)]),\n",
+              " RelationRecord(items=frozenset({'honey', 'oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'oil'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'honey'}), confidence=1.0, lift=17.5)]),\n",
               " RelationRecord(items=frozenset({'honey', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'pasta'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'honey'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'honey', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'protein bar'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'honey', 'shrimp'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'honey', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'toothpaste'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'honey'}), confidence=1.0, lift=17.5)]),\n",
-              " RelationRecord(items=frozenset({'white wine', 'honey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'white wine'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75)]),\n",
+              " RelationRecord(items=frozenset({'honey', 'white wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'white wine'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'honey'}), confidence=0.5, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'honey', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'honey'}), items_add=frozenset({'whole wheat rice'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'honey'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'meatballs', 'hot dogs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'meatballs'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'hot dogs'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'pancakes', 'hot dogs'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'hot dogs'}), items_add=frozenset({'pancakes'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'hot dogs'}), confidence=0.5, lift=17.5)]),\n",
@@ -2070,66 +2070,66 @@
               " RelationRecord(items=frozenset({'magazines', 'light cream'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'magazines'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'magazines'}), items_add=frozenset({'light cream'}), confidence=1.0, lift=35.0)]),\n",
               " RelationRecord(items=frozenset({'shallot', 'light cream'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'shallot'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'light cream'}), confidence=0.5, lift=17.5)]),\n",
               " RelationRecord(items=frozenset({'soup', 'light cream'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n",
-              " RelationRecord(items=frozenset({'light cream', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'tomato sauce'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'light cream'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'tomato sauce', 'light cream'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light cream'}), items_add=frozenset({'tomato sauce'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'light cream'}), confidence=0.3333333333333333, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'light mayo', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'light mayo'}), items_add=frozenset({'tomato sauce'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'light mayo'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'oil', 'low fat yogurt'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'oil'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'low fat yogurt'}), confidence=1.0, lift=35.0)]),\n",
+              " RelationRecord(items=frozenset({'low fat yogurt', 'oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'oil'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'low fat yogurt'}), confidence=1.0, lift=35.0)]),\n",
               " RelationRecord(items=frozenset({'low fat yogurt', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'low fat yogurt'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'low fat yogurt'}), confidence=0.25, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'magazines', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'magazines'}), items_add=frozenset({'tomato sauce'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'magazines'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
               " RelationRecord(items=frozenset({'meatballs', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'milk'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n",
               " RelationRecord(items=frozenset({'meatballs', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'protein bar'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'meatballs'}), confidence=0.5, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'meatballs', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'soup'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n",
               " RelationRecord(items=frozenset({'meatballs', 'sparkling water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'meatballs'}), items_add=frozenset({'sparkling water'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'sparkling water'}), items_add=frozenset({'meatballs'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
-              " RelationRecord(items=frozenset({'milk', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'milk'}), confidence=1.0, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'milk', 'parmesan cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'milk'}), confidence=1.0, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'olive oil', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'milk'}), confidence=1.0, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'parmesan cheese', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'milk'}), confidence=1.0, lift=11.666666666666666)]),\n",
               " RelationRecord(items=frozenset({'milk', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'milk'}), confidence=0.5, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'soup', 'milk'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'milk'}), items_add=frozenset({'soup'}), confidence=0.3333333333333333, lift=3.333333333333333), OrderedStatistic(items_base=frozenset({'soup'}), items_add=frozenset({'milk'}), confidence=0.2857142857142857, lift=3.333333333333333)]),\n",
-              " RelationRecord(items=frozenset({'tomatoes', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'milk'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n",
-              " RelationRecord(items=frozenset({'milk', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'milk'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n",
+              " RelationRecord(items=frozenset({'milk', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'milk'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat rice', 'milk'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'milk'}), confidence=0.3333333333333333, lift=3.888888888888889)]),\n",
               " RelationRecord(items=frozenset({'olive oil', 'mineral water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
-              " RelationRecord(items=frozenset({'mineral water', 'whole wheat rice'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
-              " RelationRecord(items=frozenset({'mineral water', 'yams'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'yams'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
+              " RelationRecord(items=frozenset({'whole wheat rice', 'mineral water'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
+              " RelationRecord(items=frozenset({'yams', 'mineral water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'yams'}), items_add=frozenset({'mineral water'}), confidence=1.0, lift=3.68421052631579)]),\n",
               " RelationRecord(items=frozenset({'oil', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'oil'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'oil'}), confidence=0.25, lift=17.5)]),\n",
-              " RelationRecord(items=frozenset({'soup', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n",
+              " RelationRecord(items=frozenset({'olive oil', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n",
               " RelationRecord(items=frozenset({'olive oil', 'spaghetti'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n",
-              " RelationRecord(items=frozenset({'tomatoes', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'tomatoes'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'olive oil'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'turkey', 'olive oil'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'turkey'}), confidence=1.0, lift=8.75)]),\n",
+              " RelationRecord(items=frozenset({'olive oil', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'tomatoes'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'olive oil'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'olive oil', 'turkey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'olive oil'}), items_add=frozenset({'turkey'}), confidence=1.0, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'pancakes', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pancakes'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n",
               " RelationRecord(items=frozenset({'soup', 'parmesan cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n",
               " RelationRecord(items=frozenset({'spaghetti', 'parmesan cheese'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'parmesan cheese'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n",
               " RelationRecord(items=frozenset({'pepper', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'pepper'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'pasta'}), confidence=1.0, lift=23.333333333333332)]),\n",
-              " RelationRecord(items=frozenset({'red wine', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'red wine'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'pasta'}), confidence=0.5, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'shampoo', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'shampoo'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'pasta'}), confidence=1.0, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'pasta', 'red wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'red wine'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'pasta'}), confidence=0.5, lift=11.666666666666666)]),\n",
+              " RelationRecord(items=frozenset({'pasta', 'shampoo'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'shampoo'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'pasta'}), confidence=1.0, lift=23.333333333333332)]),\n",
               " RelationRecord(items=frozenset({'pasta', 'shrimp'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'pasta'}), confidence=0.75, lift=17.5)]),\n",
-              " RelationRecord(items=frozenset({'toothpaste', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'toothpaste'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'pasta'}), confidence=1.0, lift=23.333333333333332)]),\n",
+              " RelationRecord(items=frozenset({'pasta', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'toothpaste'}), confidence=0.3333333333333333, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'pasta'}), confidence=1.0, lift=23.333333333333332)]),\n",
               " RelationRecord(items=frozenset({'white wine', 'pasta'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pasta'}), items_add=frozenset({'white wine'}), confidence=0.3333333333333333, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'pasta'}), confidence=0.5, lift=11.666666666666666)]),\n",
-              " RelationRecord(items=frozenset({'red wine', 'pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'red wine'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'pepper'}), confidence=0.5, lift=35.0)]),\n",
-              " RelationRecord(items=frozenset({'shampoo', 'pepper'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'shampoo'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'pepper'}), confidence=1.0, lift=70.0)]),\n",
+              " RelationRecord(items=frozenset({'pepper', 'red wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'red wine'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'pepper'}), confidence=0.5, lift=35.0)]),\n",
+              " RelationRecord(items=frozenset({'pepper', 'shampoo'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'shampoo'}), confidence=1.0, lift=70.0), OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'pepper'}), confidence=1.0, lift=70.0)]),\n",
               " RelationRecord(items=frozenset({'pepper', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pepper'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'pepper'}), confidence=0.25, lift=17.5)]),\n",
               " RelationRecord(items=frozenset({'pickles', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'pickles'}), items_add=frozenset({'salmon'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'pickles'}), confidence=0.25, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'shallot', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'shallot'}), confidence=0.5, lift=17.5), OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'protein bar'}), confidence=0.5, lift=17.5)]),\n",
               " RelationRecord(items=frozenset({'soup', 'protein bar'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'protein bar'}), items_add=frozenset({'soup'}), confidence=0.5, lift=5.0)]),\n",
               " RelationRecord(items=frozenset({'shampoo', 'red wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'shampoo'}), confidence=0.5, lift=35.0), OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'red wine'}), confidence=1.0, lift=35.0)]),\n",
-              " RelationRecord(items=frozenset({'red wine', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'red wine'}), confidence=0.25, lift=8.75)]),\n",
+              " RelationRecord(items=frozenset({'shrimp', 'red wine'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'red wine'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'red wine'}), confidence=0.25, lift=8.75)]),\n",
               " RelationRecord(items=frozenset({'sparkling water', 'rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'rice'}), items_add=frozenset({'sparkling water'}), confidence=1.0, lift=23.333333333333332), OrderedStatistic(items_base=frozenset({'sparkling water'}), items_add=frozenset({'rice'}), confidence=0.3333333333333333, lift=23.333333333333332)]),\n",
               " RelationRecord(items=frozenset({'spaghetti', 'salmon'}), support=0.04285714285714286, ordered_statistics=[OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'spaghetti'}), confidence=0.75, lift=3.28125)]),\n",
               " RelationRecord(items=frozenset({'tomatoes', 'salmon'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'salmon'}), items_add=frozenset({'tomatoes'}), confidence=0.25, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'salmon'}), confidence=0.3333333333333333, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'shallot', 'soup'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shallot'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0), OrderedStatistic(items_base=frozenset({'soup'}), items_add=frozenset({'shallot'}), confidence=0.2857142857142857, lift=10.0)]),\n",
               " RelationRecord(items=frozenset({'shampoo', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shampoo'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5), OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'shampoo'}), confidence=0.25, lift=17.5)]),\n",
-              " RelationRecord(items=frozenset({'toothpaste', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'toothpaste'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5)]),\n",
+              " RelationRecord(items=frozenset({'shrimp', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'toothpaste'}), confidence=0.25, lift=17.5), OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'shrimp'}), confidence=1.0, lift=17.5)]),\n",
               " RelationRecord(items=frozenset({'white wine', 'shrimp'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'shrimp'}), items_add=frozenset({'white wine'}), confidence=0.25, lift=8.75), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'shrimp'}), confidence=0.5, lift=8.75)]),\n",
-              " RelationRecord(items=frozenset({'soda', 'soup'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n",
+              " RelationRecord(items=frozenset({'soup', 'soda'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'soda'}), items_add=frozenset({'soup'}), confidence=1.0, lift=10.0)]),\n",
               " RelationRecord(items=frozenset({'soup', 'sparkling water'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'sparkling water'}), items_add=frozenset({'soup'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n",
               " RelationRecord(items=frozenset({'soup', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'soup'}), confidence=0.3333333333333333, lift=3.333333333333333)]),\n",
               " RelationRecord(items=frozenset({'spaghetti', 'yams'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'yams'}), items_add=frozenset({'spaghetti'}), confidence=1.0, lift=4.375)]),\n",
-              " RelationRecord(items=frozenset({'turkey', 'strawberries'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'strawberries'}), items_add=frozenset({'turkey'}), confidence=1.0, lift=8.75)]),\n",
-              " RelationRecord(items=frozenset({'tomatoes', 'tomato sauce'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'tomatoes'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'tomato sauce'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
-              " RelationRecord(items=frozenset({'tomatoes', 'turkey'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'turkey'}), confidence=0.6666666666666666, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'turkey'}), items_add=frozenset({'tomatoes'}), confidence=0.25, lift=5.833333333333333)]),\n",
+              " RelationRecord(items=frozenset({'strawberries', 'turkey'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'strawberries'}), items_add=frozenset({'turkey'}), confidence=1.0, lift=8.75)]),\n",
+              " RelationRecord(items=frozenset({'tomato sauce', 'tomatoes'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomato sauce'}), items_add=frozenset({'tomatoes'}), confidence=0.3333333333333333, lift=7.777777777777778), OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'tomato sauce'}), confidence=0.3333333333333333, lift=7.777777777777778)]),\n",
+              " RelationRecord(items=frozenset({'turkey', 'tomatoes'}), support=0.02857142857142857, ordered_statistics=[OrderedStatistic(items_base=frozenset({'tomatoes'}), items_add=frozenset({'turkey'}), confidence=0.6666666666666666, lift=5.833333333333333), OrderedStatistic(items_base=frozenset({'turkey'}), items_add=frozenset({'tomatoes'}), confidence=0.25, lift=5.833333333333333)]),\n",
               " RelationRecord(items=frozenset({'white wine', 'toothpaste'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'toothpaste'}), items_add=frozenset({'white wine'}), confidence=1.0, lift=35.0), OrderedStatistic(items_base=frozenset({'white wine'}), items_add=frozenset({'toothpaste'}), confidence=0.5, lift=35.0)]),\n",
               " RelationRecord(items=frozenset({'whole wheat pasta', 'whole wheat rice'}), support=0.014285714285714285, ordered_statistics=[OrderedStatistic(items_base=frozenset({'whole wheat pasta'}), items_add=frozenset({'whole wheat rice'}), confidence=0.5, lift=11.666666666666666), OrderedStatistic(items_base=frozenset({'whole wheat rice'}), items_add=frozenset({'whole wheat pasta'}), confidence=0.3333333333333333, lift=11.666666666666666)])]"
             ]
           },
           "metadata": {},
-          "execution_count": 8
+          "execution_count": 6
         }
       ]
     },
@@ -2148,9 +2148,9 @@
         "id": "PXDHbM4aUdvc",
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 423
+          "height": 691
         },
-        "outputId": "3f73d6b2-6206-4fad-ea2d-375c9187abd7"
+        "outputId": "9a2dd7f7-dda9-4d9b-bd8c-b3541374c580"
       },
       "source": [
         "lhs         = [tuple(result[2][0][0])[0] for result in results]\n",
@@ -2159,7 +2159,7 @@
         "resultsinDataFrame = pd.DataFrame(zip(lhs, rhs, supports), columns = ['Left Hand Side', 'Right Hand Side', 'Support'])\n",
         "resultsinDataFrame"
       ],
-      "execution_count": 9,
+      "execution_count": 8,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -2182,7 +2182,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-d514b15e-150b-4bb1-9b2b-1c7573f1341b\" class=\"colab-df-container\">\n",
+              "  <div id=\"df-2f37605b-41b0-4d9c-86cf-f1775331edd8\" class=\"colab-df-container\">\n",
               "    <div>\n",
               "<style scoped>\n",
               "    .dataframe tbody tr th:only-of-type {\n",
@@ -2280,7 +2280,7 @@
               "    <div class=\"colab-df-buttons\">\n",
               "\n",
               "  <div class=\"colab-df-container\">\n",
-              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d514b15e-150b-4bb1-9b2b-1c7573f1341b')\"\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2f37605b-41b0-4d9c-86cf-f1775331edd8')\"\n",
               "            title=\"Convert this dataframe to an interactive table.\"\n",
               "            style=\"display:none;\">\n",
               "\n",
@@ -2332,12 +2332,12 @@
               "\n",
               "    <script>\n",
               "      const buttonEl =\n",
-              "        document.querySelector('#df-d514b15e-150b-4bb1-9b2b-1c7573f1341b button.colab-df-convert');\n",
+              "        document.querySelector('#df-2f37605b-41b0-4d9c-86cf-f1775331edd8 button.colab-df-convert');\n",
               "      buttonEl.style.display =\n",
               "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "      async function convertToInteractive(key) {\n",
-              "        const element = document.querySelector('#df-d514b15e-150b-4bb1-9b2b-1c7573f1341b');\n",
+              "        const element = document.querySelector('#df-2f37605b-41b0-4d9c-86cf-f1775331edd8');\n",
               "        const dataTable =\n",
               "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                    [key], {});\n",
@@ -2357,8 +2357,8 @@
               "  </div>\n",
               "\n",
               "\n",
-              "<div id=\"df-4b48cb53-81a7-460e-821b-1a6149d16385\">\n",
-              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4b48cb53-81a7-460e-821b-1a6149d16385')\"\n",
+              "<div id=\"df-e5dd73e8-f6da-4029-a1fb-18b2c99f692f\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e5dd73e8-f6da-4029-a1fb-18b2c99f692f')\"\n",
               "            title=\"Suggest charts\"\n",
               "            style=\"display:none;\">\n",
               "\n",
@@ -2477,14 +2477,14 @@
               "    }\n",
               "    (() => {\n",
               "      let quickchartButtonEl =\n",
-              "        document.querySelector('#df-4b48cb53-81a7-460e-821b-1a6149d16385 button');\n",
+              "        document.querySelector('#df-e5dd73e8-f6da-4029-a1fb-18b2c99f692f button');\n",
               "      quickchartButtonEl.style.display =\n",
               "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "    })();\n",
               "  </script>\n",
               "</div>\n",
               "\n",
-              "  <div id=\"id_324b8c32-a8a1-46a3-b199-4f66f545d982\">\n",
+              "  <div id=\"id_8248a3b7-ad57-4117-a637-fe8c4e6864a9\">\n",
               "    <style>\n",
               "      .colab-df-generate {\n",
               "        background-color: #E8F0FE;\n",
@@ -2528,7 +2528,7 @@
               "    <script>\n",
               "      (() => {\n",
               "      const buttonEl =\n",
-              "        document.querySelector('#id_324b8c32-a8a1-46a3-b199-4f66f545d982 button.colab-df-generate');\n",
+              "        document.querySelector('#id_8248a3b7-ad57-4117-a637-fe8c4e6864a9 button.colab-df-generate');\n",
               "      buttonEl.style.display =\n",
               "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
@@ -2549,19 +2549,65 @@
             }
           },
           "metadata": {},
-          "execution_count": 9
+          "execution_count": 8
         }
       ]
     },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "iyGa_C_jFz1U"
+      },
+      "execution_count": 9,
+      "outputs": []
+    },
+    {
+      "source": [
+        "from google.colab import sheets\n",
+        "sheet = sheets.InteractiveSheet(df=resultsinDataFrame)"
+      ],
+      "cell_type": "code",
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "error",
+          "ename": "MessageError",
+          "evalue": "Error: credential propagation was unsuccessful",
+          "traceback": [
+            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+            "\u001b[0;31mMessageError\u001b[0m                              Traceback (most recent call last)",
+            "\u001b[0;32m<ipython-input-11-9a09111b59b7>\u001b[0m in \u001b[0;36m<cell line: 0>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mgoogle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolab\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0msheets\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0msheet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msheets\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mInteractiveSheet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mresultsinDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/google/colab/sheets.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, title, url, sheet_id, df, worksheet_id, worksheet_name, credentials, include_column_headers, display)\u001b[0m\n\u001b[1;32m    110\u001b[0m       \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34mf'https://docs.google.com/spreadsheets/d/{sheet_id}'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    111\u001b[0m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_credentials\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcredentials\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 112\u001b[0;31m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_ensure_gspread_client\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    113\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    114\u001b[0m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msheet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_load_or_create_sheet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/google/colab/sheets.py\u001b[0m in \u001b[0;36m_ensure_gspread_client\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    166\u001b[0m     \u001b[0;32mglobal\u001b[0m \u001b[0m_gspread_client\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    167\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0m_gspread_client\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 168\u001b[0;31m       \u001b[0mcreds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mInteractiveSheet\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate_creds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_credentials\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    169\u001b[0m       \u001b[0m_gspread_client\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgspread\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauthorize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcreds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    170\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/google/colab/sheets.py\u001b[0m in \u001b[0;36mgenerate_creds\u001b[0;34m(cls, credentials)\u001b[0m\n\u001b[1;32m    171\u001b[0m   \u001b[0;34m@\u001b[0m\u001b[0mclassmethod\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    172\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0mgenerate_creds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcredentials\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 173\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0m_generate_creds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcredentials\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    174\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    175\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0mas_df\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/google/colab/sheets.py\u001b[0m in \u001b[0;36m_generate_creds\u001b[0;34m(unused_credentials)\u001b[0m\n\u001b[1;32m     33\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     34\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_generate_creds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0munused_credentials\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m   \u001b[0mauth\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauthenticate_user\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     36\u001b[0m   scopes = (\n\u001b[1;32m     37\u001b[0m       \u001b[0;34m'https://www.googleapis.com/auth/drive'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/google/colab/auth.py\u001b[0m in \u001b[0;36mauthenticate_user\u001b[0;34m(clear_output, project_id)\u001b[0m\n\u001b[1;32m    258\u001b[0m   \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0m_check_adc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_CredentialType\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mUSER\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    259\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0muse_auth_ephem\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 260\u001b[0;31m       _message.blocking_request(\n\u001b[0m\u001b[1;32m    261\u001b[0m           \u001b[0;34m'request_auth'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    262\u001b[0m           \u001b[0mrequest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'authType'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'auth_user_ephemeral'\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/google/colab/_message.py\u001b[0m in \u001b[0;36mblocking_request\u001b[0;34m(request_type, request, timeout_sec, parent)\u001b[0m\n\u001b[1;32m    174\u001b[0m       \u001b[0mrequest_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparent\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparent\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexpect_reply\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    175\u001b[0m   )\n\u001b[0;32m--> 176\u001b[0;31m   \u001b[0;32mreturn\u001b[0m \u001b[0mread_reply_from_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout_sec\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/google/colab/_message.py\u001b[0m in \u001b[0;36mread_reply_from_input\u001b[0;34m(message_id, timeout_sec)\u001b[0m\n\u001b[1;32m    101\u001b[0m     ):\n\u001b[1;32m    102\u001b[0m       \u001b[0;32mif\u001b[0m \u001b[0;34m'error'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mreply\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 103\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mMessageError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreply\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'error'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    104\u001b[0m       \u001b[0;32mreturn\u001b[0m \u001b[0mreply\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'data'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    105\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;31mMessageError\u001b[0m: Error: credential propagation was unsuccessful"
+          ]
+        }
+      ],
+      "metadata": {
+        "cellView": "form",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 319
+        },
+        "id": "JjDYBl2dFtHq",
+        "outputId": "1cbba724-5869-4103-ee61-e32bb80cea0c"
+      }
+    },
     {
       "cell_type": "code",
       "metadata": {
         "id": "yQfSAap7SwQq",
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 356
+          "height": 363
         },
-        "outputId": "34ae68e0-a5cf-486e-b1a9-387a555af3a2"
+        "outputId": "fba5e6a7-e48f-4fdc-abc1-cc1349ccf9bc"
       },
       "source": [
         "resultsinDataFrame.nlargest(n = 10, columns = 'Support')"
@@ -2586,7 +2632,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-f9fc72ab-afaf-4d03-83ff-2a027ef8bea5\" class=\"colab-df-container\">\n",
+              "  <div id=\"df-d8812d96-fe9f-4822-9706-c41d4d4d3e0d\" class=\"colab-df-container\">\n",
               "    <div>\n",
               "<style scoped>\n",
               "    .dataframe tbody tr th:only-of-type {\n",
@@ -2677,7 +2723,7 @@
               "    <div class=\"colab-df-buttons\">\n",
               "\n",
               "  <div class=\"colab-df-container\">\n",
-              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f9fc72ab-afaf-4d03-83ff-2a027ef8bea5')\"\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d8812d96-fe9f-4822-9706-c41d4d4d3e0d')\"\n",
               "            title=\"Convert this dataframe to an interactive table.\"\n",
               "            style=\"display:none;\">\n",
               "\n",
@@ -2729,12 +2775,12 @@
               "\n",
               "    <script>\n",
               "      const buttonEl =\n",
-              "        document.querySelector('#df-f9fc72ab-afaf-4d03-83ff-2a027ef8bea5 button.colab-df-convert');\n",
+              "        document.querySelector('#df-d8812d96-fe9f-4822-9706-c41d4d4d3e0d button.colab-df-convert');\n",
               "      buttonEl.style.display =\n",
               "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "      async function convertToInteractive(key) {\n",
-              "        const element = document.querySelector('#df-f9fc72ab-afaf-4d03-83ff-2a027ef8bea5');\n",
+              "        const element = document.querySelector('#df-d8812d96-fe9f-4822-9706-c41d4d4d3e0d');\n",
               "        const dataTable =\n",
               "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                    [key], {});\n",
@@ -2754,8 +2800,8 @@
               "  </div>\n",
               "\n",
               "\n",
-              "<div id=\"df-7fdd3a67-2622-4e9d-b1f2-c2e3ce031ccd\">\n",
-              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-7fdd3a67-2622-4e9d-b1f2-c2e3ce031ccd')\"\n",
+              "<div id=\"df-f01acc83-29b1-40af-a682-5a44afad89fa\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f01acc83-29b1-40af-a682-5a44afad89fa')\"\n",
               "            title=\"Suggest charts\"\n",
               "            style=\"display:none;\">\n",
               "\n",
@@ -2874,7 +2920,7 @@
               "    }\n",
               "    (() => {\n",
               "      let quickchartButtonEl =\n",
-              "        document.querySelector('#df-7fdd3a67-2622-4e9d-b1f2-c2e3ce031ccd button');\n",
+              "        document.querySelector('#df-f01acc83-29b1-40af-a682-5a44afad89fa button');\n",
               "      quickchartButtonEl.style.display =\n",
               "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "    })();\n",